Profiling Report

Dataset statistics

Number of variables	22
Number of observations	441564
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	74.1 MiB
Average record size in memory	176.0 B

Variable types

Unsupported	1
Categorical	1
Numeric	20

Alerts

`LAT` is highly correlated with `LON` and 5 other fields	High correlation
`LON` is highly correlated with `LAT`	High correlation
`PRECTOT` is highly correlated with `QV2M` and 3 other fields	High correlation
`PS` is highly correlated with `LAT` and 5 other fields	High correlation
`QV2M` is highly correlated with `PRECTOT` and 7 other fields	High correlation
`RH2M` is highly correlated with `PRECTOT` and 3 other fields	High correlation
`T2M` is highly correlated with `LAT` and 6 other fields	High correlation
`T2MWET` is highly correlated with `PRECTOT` and 7 other fields	High correlation
`T2M_MAX` is highly correlated with `LAT` and 6 other fields	High correlation
`T2M_MIN` is highly correlated with `LAT` and 6 other fields	High correlation
`T2M_RANGE` is highly correlated with `PRECTOT` and 3 other fields	High correlation
`TS` is highly correlated with `LAT` and 6 other fields	High correlation
`WS10M` is highly correlated with `WS10M_MAX` and 4 other fields	High correlation
`WS10M_MAX` is highly correlated with `WS10M` and 4 other fields	High correlation
`WS10M_MIN` is highly correlated with `WS50M` and 1 other fields	High correlation
`WS10M_RANGE` is highly correlated with `PS` and 4 other fields	High correlation
`WS50M` is highly correlated with `WS10M` and 4 other fields	High correlation
`WS50M_MAX` is highly correlated with `WS10M` and 4 other fields	High correlation
`WS50M_MIN` is highly correlated with `WS10M_MIN` and 1 other fields	High correlation
`WS50M_RANGE` is highly correlated with `WS10M` and 3 other fields	High correlation
`LAT` is highly correlated with `LON` and 5 other fields	High correlation
`LON` is highly correlated with `LAT`	High correlation
`PS` is highly correlated with `LAT` and 6 other fields	High correlation
`QV2M` is highly correlated with `RH2M` and 6 other fields	High correlation
`RH2M` is highly correlated with `QV2M` and 2 other fields	High correlation
`T2M` is highly correlated with `LAT` and 6 other fields	High correlation
`T2MWET` is highly correlated with `PS` and 7 other fields	High correlation
`T2M_MAX` is highly correlated with `LAT` and 6 other fields	High correlation
`T2M_MIN` is highly correlated with `LAT` and 6 other fields	High correlation
`T2M_RANGE` is highly correlated with `QV2M` and 2 other fields	High correlation
`TS` is highly correlated with `LAT` and 6 other fields	High correlation
`WS10M` is highly correlated with `WS10M_MAX` and 6 other fields	High correlation
`WS10M_MAX` is highly correlated with `WS10M` and 4 other fields	High correlation
`WS10M_MIN` is highly correlated with `WS10M` and 3 other fields	High correlation
`WS10M_RANGE` is highly correlated with `PS` and 4 other fields	High correlation
`WS50M` is highly correlated with `WS10M` and 5 other fields	High correlation
`WS50M_MAX` is highly correlated with `WS10M` and 6 other fields	High correlation
`WS50M_MIN` is highly correlated with `WS10M` and 3 other fields	High correlation
`WS50M_RANGE` is highly correlated with `WS10M` and 4 other fields	High correlation
`LAT` is highly correlated with `LON` and 1 other fields	High correlation
`LON` is highly correlated with `LAT`	High correlation
`PRECTOT` is highly correlated with `QV2M`	High correlation
`PS` is highly correlated with `LAT` and 3 other fields	High correlation
`QV2M` is highly correlated with `PRECTOT` and 5 other fields	High correlation
`RH2M` is highly correlated with `QV2M` and 1 other fields	High correlation
`T2M` is highly correlated with `PS` and 4 other fields	High correlation
`T2MWET` is highly correlated with `QV2M` and 3 other fields	High correlation
`T2M_MAX` is highly correlated with `PS` and 3 other fields	High correlation
`T2M_MIN` is highly correlated with `PS` and 5 other fields	High correlation
`T2M_RANGE` is highly correlated with `QV2M` and 1 other fields	High correlation
`TS` is highly correlated with `QV2M` and 4 other fields	High correlation
`WS10M` is highly correlated with `WS10M_MAX` and 2 other fields	High correlation
`WS10M_MAX` is highly correlated with `WS10M` and 3 other fields	High correlation
`WS10M_MIN` is highly correlated with `WS50M_MIN`	High correlation
`WS10M_RANGE` is highly correlated with `WS10M_MAX` and 1 other fields	High correlation
`WS50M` is highly correlated with `WS10M` and 1 other fields	High correlation
`WS50M_MAX` is highly correlated with `WS10M` and 3 other fields	High correlation
`WS50M_MIN` is highly correlated with `WS10M_MIN`	High correlation
`WS50M_RANGE` is highly correlated with `WS10M_MAX` and 2 other fields	High correlation
`DISTRICT` is highly correlated with `LAT` and 9 other fields	High correlation
`LAT` is highly correlated with `DISTRICT` and 6 other fields	High correlation
`LON` is highly correlated with `DISTRICT` and 6 other fields	High correlation
`PS` is highly correlated with `DISTRICT` and 11 other fields	High correlation
`QV2M` is highly correlated with `DISTRICT` and 8 other fields	High correlation
`RH2M` is highly correlated with `QV2M` and 2 other fields	High correlation
`T2M` is highly correlated with `DISTRICT` and 8 other fields	High correlation
`T2MWET` is highly correlated with `DISTRICT` and 8 other fields	High correlation
`T2M_MAX` is highly correlated with `DISTRICT` and 9 other fields	High correlation
`T2M_MIN` is highly correlated with `DISTRICT` and 9 other fields	High correlation
`T2M_RANGE` is highly correlated with `QV2M` and 4 other fields	High correlation
`TS` is highly correlated with `DISTRICT` and 9 other fields	High correlation
`WS10M` is highly correlated with `WS10M_MAX` and 6 other fields	High correlation
`WS10M_MAX` is highly correlated with `PS` and 7 other fields	High correlation
`WS10M_MIN` is highly correlated with `WS10M` and 4 other fields	High correlation
`WS10M_RANGE` is highly correlated with `DISTRICT` and 6 other fields	High correlation
`WS50M` is highly correlated with `PS` and 8 other fields	High correlation
`WS50M_MAX` is highly correlated with `WS10M` and 6 other fields	High correlation
`WS50M_MIN` is highly correlated with `WS10M` and 4 other fields	High correlation
`WS50M_RANGE` is highly correlated with `WS10M` and 4 other fields	High correlation
`DISTRICT` is uniformly distributed	Uniform
`DATE` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`PRECTOT` has 186470 (42.2%) zeros	Zeros

Reproduction

Analysis started	2022-01-10 11:42:12.605956
Analysis finished	2022-01-10 11:45:24.522713
Duration	3 minutes and 11.92 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

DATE
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

DISTRICT
Categorical

HIGH CORRELATION
UNIFORM

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

Lamjung	14244
Rukum	14244
Terhathum	14244
Taplejung	14244
Tanahun	14244
Other values (26)	370344

Length

Max length	13
Median length	7
Mean length	7.612903226
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Lamjung
2nd row	Lamjung
3rd row	Lamjung
4th row	Lamjung
5th row	Lamjung

Common Values

Value	Count	Frequency (%)
Lamjung	14244	3.2%
Rukum	14244	3.2%
Terhathum	14244	3.2%
Taplejung	14244	3.2%
Tanahun	14244	3.2%
Syangja	14244	3.2%
Surkhet	14244	3.2%
Sunsari	14244	3.2%
Solukhumbu	14244	3.2%
Sindhuli	14244	3.2%
Other values (21)	299124	67.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
lamjung	14244	3.2%
mahottari	14244	3.2%
makwanpur	14244	3.2%
manang	14244	3.2%
morang	14244	3.2%
mugu	14244	3.2%
mustang	14244	3.2%
myagdi	14244	3.2%
nawalparasi	14244	3.2%
nuwakot	14244	3.2%
Other values (21)	299124	67.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

LAT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.68064516

Minimum	26.5
Maximum	29.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	26.5
5-th percentile	26.6
Q1	27.1
median	27.6
Q3	28.3
95-th percentile	28.9
Maximum	29.5
Range	3
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.7506647948
Coefficient of variation (CV)	0.02711876079
Kurtosis	-0.6489297742
Mean	27.68064516
Median Absolute Deviation (MAD)	0.6
Skewness	0.2924246077
Sum	12222776.4
Variance	0.5634976341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
28	42732	9.7%
27.4	28488	6.5%
28.6	28488	6.5%
26.9	28488	6.5%
28.4	28488	6.5%
26.6	28488	6.5%
27.3	28488	6.5%
27.1	28488	6.5%
28.3	14244	3.2%
28.1	14244	3.2%
Other values (12)	170928	38.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26.5	14244	3.2%
26.6	28488	6.5%
26.7	14244	3.2%
26.8	14244	3.2%
26.9	28488	6.5%
27.1	28488	6.5%
27.2	14244	3.2%
27.3	28488	6.5%
27.4	28488	6.5%
27.5	14244	3.2%

Value	Count	Frequency (%)
29.5	14244	3.2%
28.9	14244	3.2%
28.6	28488	6.5%
28.5	14244	3.2%
28.4	28488	6.5%
28.3	14244	3.2%
28.2	14244	3.2%
28.1	14244	3.2%
28	42732	9.7%
27.9	14244	3.2%

LON
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.03548387

Minimum	81.7
Maximum	87.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	81.7
5-th percentile	82.1
Q1	83.7
median	85.2
Q3	86.8
95-th percentile	87.7
Maximum	87.8
Range	6.1
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	1.776651339
Coefficient of variation (CV)	0.02089305849
Kurtosis	-1.07713805
Mean	85.03548387
Median Absolute Deviation (MAD)	1.5
Skewness	-0.1169813934
Sum	37548608.4
Variance	3.156489979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
87.3	28488	6.5%
82.1	28488	6.5%
83.8	28488	6.5%
86.5	28488	6.5%
86.8	28488	6.5%
85.3	28488	6.5%
84.4	14244	3.2%
82.4	14244	3.2%
87.7	14244	3.2%
84.1	14244	3.2%
Other values (15)	213660	48.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
81.7	14244	3.2%
82.1	28488	6.5%
82.4	14244	3.2%
83.4	14244	3.2%
83.5	14244	3.2%
83.6	14244	3.2%
83.7	14244	3.2%
83.8	28488	6.5%
84	14244	3.2%
84.1	14244	3.2%

Value	Count	Frequency (%)
87.8	14244	3.2%
87.7	14244	3.2%
87.5	14244	3.2%
87.3	28488	6.5%
87.1	14244	3.2%
86.8	28488	6.5%
86.5	28488	6.5%
85.9	14244	3.2%
85.8	14244	3.2%
85.5	14244	3.2%

PRECTOT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	5064
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.493050294

Minimum	0
Maximum	177.79
Zeros	186470
Zeros (%)	42.2%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.06
Q3	2.01
95-th percentile	13.2
Maximum	177.79
Range	177.79
Interquartile range (IQR)	2.01

Descriptive statistics

Standard deviation	6.159693069
Coefficient of variation (CV)	2.47074561
Kurtosis	45.02434558
Mean	2.493050294
Median Absolute Deviation (MAD)	0.06
Skewness	5.297371359
Sum	1100841.26
Variance	37.94181871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	186470	42.2%
0.01	11805	2.7%
0.02	7847	1.8%
0.03	4702	1.1%
0.04	4398	1.0%
0.05	3404	0.8%
0.06	3268	0.7%
0.07	2746	0.6%
0.08	2629	0.6%
0.1	2230	0.5%
Other values (5054)	212065	48.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	186470	42.2%
0.01	11805	2.7%
0.02	7847	1.8%
0.03	4702	1.1%
0.04	4398	1.0%
0.05	3404	0.8%
0.06	3268	0.7%
0.07	2746	0.6%
0.08	2629	0.6%
0.09	2060	0.5%

Value	Count	Frequency (%)
177.79	1	< 0.1%
162.61	1	< 0.1%
137.13	1	< 0.1%
133.32	1	< 0.1%
129.49	1	< 0.1%
128.67	1	< 0.1%
124.76	1	< 0.1%
119.98	1	< 0.1%
115.78	1	< 0.1%
114.4	1	< 0.1%

PS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3105
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.34443974

Minimum	54.73
Maximum	100.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	54.73
5-th percentile	61.43
Q1	77.94
median	83.92
Q3	93.37
95-th percentile	97.73
Maximum	100.34
Range	45.61
Interquartile range (IQR)	15.43

Descriptive statistics

Standard deviation	11.48917374
Coefficient of variation (CV)	0.1378517124
Kurtosis	-0.3295566016
Mean	83.34443974
Median Absolute Deviation (MAD)	8.7
Skewness	-0.7478136617
Sum	36801904.19
Variance	132.0011131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94.4	636	0.1%
94.24	615	0.1%
79.63	612	0.1%
94.38	611	0.1%
94.48	603	0.1%
80.17	600	0.1%
79.69	596	0.1%
94.42	591	0.1%
79.56	590	0.1%
94.32	588	0.1%
Other values (3095)	435522	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
54.73	1	< 0.1%
54.75	1	< 0.1%
54.89	2	< 0.1%
54.93	1	< 0.1%
54.95	2	< 0.1%
54.96	1	< 0.1%
54.98	2	< 0.1%
54.99	1	< 0.1%
55	3	< 0.1%
55.01	1	< 0.1%

Value	Count	Frequency (%)
100.34	1	< 0.1%
100.24	1	< 0.1%
100.22	1	< 0.1%
100.2	2	< 0.1%
100.19	2	< 0.1%
100.17	1	< 0.1%
100.16	3	< 0.1%
100.15	1	< 0.1%
100.14	3	< 0.1%
100.13	1	< 0.1%

QV2M
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2216
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.690246963

Minimum	0.37
Maximum	23.27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0.37
5-th percentile	1.98
Q1	4
median	7.02
Q3	13.56
95-th percentile	18.76
Maximum	23.27
Range	22.9
Interquartile range (IQR)	9.56

Descriptive statistics

Standard deviation	5.521436277
Coefficient of variation (CV)	0.6353601113
Kurtosis	-0.9843009085
Mean	8.690246963
Median Absolute Deviation (MAD)	3.8
Skewness	0.5493849208
Sum	3837300.21
Variance	30.48625856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.92	590	0.1%
3.94	579	0.1%
3.58	578	0.1%
3.62	576	0.1%
3.3	576	0.1%
4.12	573	0.1%
3.84	565	0.1%
3.82	565	0.1%
4.04	562	0.1%
4.08	556	0.1%
Other values (2206)	435844	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.37	1	< 0.1%
0.38	1	< 0.1%
0.4	1	< 0.1%
0.41	1	< 0.1%
0.43	4	< 0.1%
0.45	3	< 0.1%
0.46	2	< 0.1%
0.47	1	< 0.1%
0.48	7	< 0.1%
0.49	1	< 0.1%

Value	Count	Frequency (%)
23.27	1	< 0.1%
23.01	1	< 0.1%
22.97	1	< 0.1%
22.93	1	< 0.1%
22.9	1	< 0.1%
22.81	1	< 0.1%
22.75	1	< 0.1%
22.73	2	< 0.1%
22.67	1	< 0.1%
22.63	1	< 0.1%

RH2M
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	9337
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.3655243

Minimum	4.04
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	4.04
5-th percentile	20.31
Q1	37.38
median	55.51
Q3	77.85
95-th percentile	89.76
Maximum	100
Range	95.96
Interquartile range (IQR)	40.47

Descriptive statistics

Standard deviation	22.83592297
Coefficient of variation (CV)	0.4051399017
Kurtosis	-1.180197568
Mean	56.3655243
Median Absolute Deviation (MAD)	20.09
Skewness	-0.05998050708
Sum	24888986.37
Variance	521.4793781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86.94	125	< 0.1%
86.26	120	< 0.1%
87.16	119	< 0.1%
87.54	116	< 0.1%
86.6	115	< 0.1%
84.62	114	< 0.1%
87.12	113	< 0.1%
82.74	111	< 0.1%
86.02	111	< 0.1%
83.94	111	< 0.1%
Other values (9327)	440409	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.04	1	< 0.1%
4.14	1	< 0.1%
4.18	1	< 0.1%
4.21	1	< 0.1%
4.25	1	< 0.1%
4.33	1	< 0.1%
4.34	1	< 0.1%
4.35	1	< 0.1%
4.38	1	< 0.1%
4.42	1	< 0.1%

Value	Count	Frequency (%)
100	32	< 0.1%
99.96	2	< 0.1%
99.88	2	< 0.1%
99.86	1	< 0.1%
99.84	1	< 0.1%
99.82	2	< 0.1%
99.81	1	< 0.1%
99.72	1	< 0.1%
99.71	2	< 0.1%
99.61	3	< 0.1%

T2M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5474
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.02991743

Minimum	-22.52
Maximum	38.61
Zeros	28
Zeros (%)	< 0.1%
Negative	30015
Negative (%)	6.8%
Memory size	3.4 MiB

Quantile statistics

Minimum	-22.52
5-th percentile	-2.63
Q1	10.08
median	17.2
Q3	23.3
95-th percentile	29.36
Maximum	38.61
Range	61.13
Interquartile range (IQR)	13.22

Descriptive statistics

Standard deviation	9.530956958
Coefficient of variation (CV)	0.5945730538
Kurtosis	0.1963353528
Mean	16.02991743
Median Absolute Deviation (MAD)	6.59
Skewness	-0.6374016767
Sum	7078234.46
Variance	90.83914053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.26	292	0.1%
18.07	287	0.1%
18.78	286	0.1%
17.6	283	0.1%
18.24	280	0.1%
17.46	279	0.1%
18.44	278	0.1%
17.78	277	0.1%
18.28	277	0.1%
18.12	275	0.1%
Other values (5464)	438750	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-22.52	1	< 0.1%
-21.67	1	< 0.1%
-20.67	1	< 0.1%
-20.39	1	< 0.1%
-19.95	2	< 0.1%
-19.76	1	< 0.1%
-19.69	1	< 0.1%
-19.63	2	< 0.1%
-19.59	1	< 0.1%
-19.53	1	< 0.1%

Value	Count	Frequency (%)
38.61	1	< 0.1%
38.59	1	< 0.1%
38.4	1	< 0.1%
38.28	1	< 0.1%
38.23	1	< 0.1%
38.08	1	< 0.1%
38.05	1	< 0.1%
37.93	1	< 0.1%
37.86	1	< 0.1%
37.85	2	< 0.1%

T2MWET
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5198
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.817614185

Minimum	-28.19
Maximum	27.15
Zeros	152
Zeros (%)	< 0.1%
Negative	143218
Negative (%)	32.4%
Memory size	3.4 MiB

Quantile statistics

Minimum	-28.19
5-th percentile	-12.61
Q1	-2.35
median	5.45
Q3	15.37
95-th percentile	22.78
Maximum	27.15
Range	55.34
Interquartile range (IQR)	17.72

Descriptive statistics

Standard deviation	11.04948325
Coefficient of variation (CV)	1.899315234
Kurtosis	-0.7949964079
Mean	5.817614185
Median Absolute Deviation (MAD)	8.91
Skewness	-0.1582916673
Sum	2568848.99
Variance	122.0910801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.13	208	< 0.1%
15.46	206	< 0.1%
15.88	201	< 0.1%
15.52	201	< 0.1%
16.4	198	< 0.1%
1.1	197	< 0.1%
15.63	197	< 0.1%
15.98	196	< 0.1%
15.92	195	< 0.1%
22.62	195	< 0.1%
Other values (5188)	439570	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-28.19	1	< 0.1%
-28.15	1	< 0.1%
-27.31	1	< 0.1%
-27.29	1	< 0.1%
-27.15	1	< 0.1%
-27.13	1	< 0.1%
-26.91	1	< 0.1%
-26.9	1	< 0.1%
-26.72	1	< 0.1%
-26.69	1	< 0.1%

Value	Count	Frequency (%)
27.15	1	< 0.1%
27.01	1	< 0.1%
27	1	< 0.1%
26.96	1	< 0.1%
26.88	2	< 0.1%
26.84	1	< 0.1%
26.83	1	< 0.1%
26.77	2	< 0.1%
26.73	1	< 0.1%
26.68	1	< 0.1%

T2M_MAX
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5527
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.01945609

Minimum	-13.74
Maximum	46.82
Zeros	26
Zeros (%)	< 0.1%
Negative	10007
Negative (%)	2.3%
Memory size	3.4 MiB

Quantile statistics

Minimum	-13.74
5-th percentile	4.45
Q1	16.44
median	22.87
Q3	28.43
95-th percentile	35.83
Maximum	46.82
Range	60.56
Interquartile range (IQR)	11.99

Descriptive statistics

Standard deviation	9.181674648
Coefficient of variation (CV)	0.4169800839
Kurtosis	0.2477901152
Mean	22.01945609
Median Absolute Deviation (MAD)	5.91
Skewness	-0.5386943016
Sum	9722999.11
Variance	84.30314934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.6	294	0.1%
23.34	292	0.1%
23.58	292	0.1%
22.06	289	0.1%
22.58	286	0.1%
22.28	283	0.1%
22.64	281	0.1%
22.66	281	0.1%
22.96	279	0.1%
21.34	278	0.1%
Other values (5517)	438709	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13.74	1	< 0.1%
-13.64	1	< 0.1%
-13.62	1	< 0.1%
-13.29	1	< 0.1%
-13.14	1	< 0.1%
-13.08	1	< 0.1%
-12.94	1	< 0.1%
-12.83	1	< 0.1%
-12.81	1	< 0.1%
-12.75	1	< 0.1%

Value	Count	Frequency (%)
46.82	1	< 0.1%
46.79	1	< 0.1%
46.64	1	< 0.1%
46.6	1	< 0.1%
46.28	1	< 0.1%
46.13	1	< 0.1%
45.99	1	< 0.1%
45.98	1	< 0.1%
45.96	1	< 0.1%
45.84	1	< 0.1%

T2M_MIN
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5590
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.33361406

Minimum	-32.6
Maximum	32.77
Zeros	66
Zeros (%)	< 0.1%
Negative	51910
Negative (%)	11.8%
Memory size	3.4 MiB

Quantile statistics

Minimum	-32.6
5-th percentile	-7.98
Q1	5.57
median	12.53
Q3	18.57
95-th percentile	24.48
Maximum	32.77
Range	65.37
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.732227901
Coefficient of variation (CV)	0.858704721
Kurtosis	0.3650015659
Mean	11.33361406
Median Absolute Deviation (MAD)	6.54
Skewness	-0.7358785847
Sum	5004515.96
Variance	94.71625992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.48	288	0.1%
15.58	274	0.1%
15.28	272	0.1%
15.14	263	0.1%
15.5	263	0.1%
15.56	263	0.1%
15.29	262	0.1%
15.74	261	0.1%
15.6	260	0.1%
15.78	260	0.1%
Other values (5580)	438898	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-32.6	1	< 0.1%
-32.17	2	< 0.1%
-31.48	1	< 0.1%
-31.43	1	< 0.1%
-31.38	1	< 0.1%
-31.27	1	< 0.1%
-30.92	1	< 0.1%
-30.13	1	< 0.1%
-29.95	1	< 0.1%
-29.67	1	< 0.1%

Value	Count	Frequency (%)
32.77	1	< 0.1%
32.27	1	< 0.1%
32.15	1	< 0.1%
32.12	1	< 0.1%
32.02	1	< 0.1%
31.92	1	< 0.1%
31.89	1	< 0.1%
31.87	1	< 0.1%
31.6	2	< 0.1%
31.58	1	< 0.1%

T2M_RANGE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1993
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.68584896

Minimum	1.31
Maximum	25.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1.31
5-th percentile	5.37
Q1	8.13
median	10.82
Q3	13.09
95-th percentile	15.96
Maximum	25.52
Range	24.21
Interquartile range (IQR)	4.96

Descriptive statistics

Standard deviation	3.284198776
Coefficient of variation (CV)	0.3073409317
Kurtosis	-0.6195457643
Mean	10.68584896
Median Absolute Deviation (MAD)	2.46
Skewness	0.01725384315
Sum	4718486.21
Variance	10.7859616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.16	594	0.1%
11.92	582	0.1%
11.38	580	0.1%
12.66	579	0.1%
10.82	579	0.1%
11.58	579	0.1%
11.64	578	0.1%
11.98	577	0.1%
11.42	575	0.1%
11.9	568	0.1%
Other values (1983)	435773	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.31	1	< 0.1%
1.42	1	< 0.1%
1.74	1	< 0.1%
1.78	1	< 0.1%
1.79	2	< 0.1%
1.89	2	< 0.1%
1.9	1	< 0.1%
2	1	< 0.1%
2.02	2	< 0.1%
2.04	1	< 0.1%

Value	Count	Frequency (%)
25.52	1	< 0.1%
25.41	1	< 0.1%
25.15	1	< 0.1%
24.8	1	< 0.1%
24.67	1	< 0.1%
24.31	1	< 0.1%
24.25	1	< 0.1%
24.14	1	< 0.1%
24.04	1	< 0.1%
23.99	1	< 0.1%

TS
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6049
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.81613112

Minimum	-27.95
Maximum	41.51
Zeros	22
Zeros (%)	< 0.1%
Negative	31497
Negative (%)	7.1%
Memory size	3.4 MiB

Quantile statistics

Minimum	-27.95
5-th percentile	-3.5
Q1	9.41
median	16.98
Q3	23.55
95-th percentile	30.45
Maximum	41.51
Range	69.46
Interquartile range (IQR)	14.14

Descriptive statistics

Standard deviation	10.23411495
Coefficient of variation (CV)	0.647068166
Kurtosis	0.1070420044
Mean	15.81613112
Median Absolute Deviation (MAD)	7.06
Skewness	-0.5618664484
Sum	6983834.12
Variance	104.7371089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.3	258	0.1%
19.34	252	0.1%
17.26	251	0.1%
18.9	245	0.1%
18.92	239	0.1%
19.58	235	0.1%
18.58	234	0.1%
19.2	232	0.1%
19.94	228	0.1%
19.15	228	0.1%
Other values (6039)	439162	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-27.95	1	< 0.1%
-27.65	1	< 0.1%
-27.5	1	< 0.1%
-27.42	1	< 0.1%
-27.24	1	< 0.1%
-26.73	1	< 0.1%
-26.69	1	< 0.1%
-26.43	1	< 0.1%
-26.24	1	< 0.1%
-26.09	1	< 0.1%

Value	Count	Frequency (%)
41.51	1	< 0.1%
41.43	1	< 0.1%
41.03	1	< 0.1%
41.02	1	< 0.1%
40.95	1	< 0.1%
40.92	1	< 0.1%
40.9	1	< 0.1%
40.68	1	< 0.1%
40.66	1	< 0.1%
40.54	2	< 0.1%

WS10M
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	815
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.406417597

Minimum	0.47
Maximum	11.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0.47
5-th percentile	1.53
Q1	1.9
median	2.29
Q3	2.75
95-th percentile	3.71
Maximum	11.19
Range	10.72
Interquartile range (IQR)	0.85

Descriptive statistics

Standard deviation	0.7333087166
Coefficient of variation (CV)	0.3047304497
Kurtosis	6.376247616
Mean	2.406417597
Median Absolute Deviation (MAD)	0.42
Skewness	1.735169044
Sum	1062587.38
Variance	0.5377416739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.92	3400	0.8%
1.96	3267	0.7%
2	3266	0.7%
1.9	3254	0.7%
1.98	3236	0.7%
1.84	3181	0.7%
2.04	3180	0.7%
1.88	3174	0.7%
1.94	3143	0.7%
1.86	3081	0.7%
Other values (805)	409382	92.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.47	1	< 0.1%
0.52	3	< 0.1%
0.54	1	< 0.1%
0.62	1	< 0.1%
0.66	1	< 0.1%
0.67	1	< 0.1%
0.68	3	< 0.1%
0.69	3	< 0.1%
0.7	3	< 0.1%
0.71	2	< 0.1%

Value	Count	Frequency (%)
11.19	1	< 0.1%
10.87	1	< 0.1%
10.82	1	< 0.1%
10.59	1	< 0.1%
10.38	1	< 0.1%
10.3	1	< 0.1%
10.19	2	< 0.1%
10.1	1	< 0.1%
10.01	1	< 0.1%
9.99	1	< 0.1%

WS10M_MAX
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1272
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.696424731

Minimum	0.97
Maximum	18.16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0.97
5-th percentile	2.74
Q1	3.72
median	4.52
Q3	5.47
95-th percentile	7.22
Maximum	18.16
Range	17.19
Interquartile range (IQR)	1.75

Descriptive statistics

Standard deviation	1.414950128
Coefficient of variation (CV)	0.3012824028
Kurtosis	2.481967693
Mean	4.696424731
Median Absolute Deviation (MAD)	0.87
Skewness	1.03362933
Sum	2073772.09
Variance	2.002083863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.08	1608	0.4%
4.04	1586	0.4%
4.2	1572	0.4%
4.12	1561	0.4%
4	1560	0.4%
4.14	1560	0.4%
4.24	1557	0.4%
3.88	1553	0.4%
4.28	1552	0.4%
3.74	1540	0.3%
Other values (1262)	425915	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.97	1	< 0.1%
1	1	< 0.1%
1.07	1	< 0.1%
1.09	1	< 0.1%
1.11	1	< 0.1%
1.17	1	< 0.1%
1.21	2	< 0.1%
1.25	2	< 0.1%
1.27	1	< 0.1%
1.29	1	< 0.1%

Value	Count	Frequency (%)
18.16	1	< 0.1%
18.05	1	< 0.1%
17.66	1	< 0.1%
17.06	1	< 0.1%
17.02	1	< 0.1%
16.8	1	< 0.1%
16.78	1	< 0.1%
16.41	1	< 0.1%
16.09	1	< 0.1%
15.98	1	< 0.1%

WS10M_MIN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	556
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7090965749

Minimum	0
Maximum	7.34
Zeros	29
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.12
Q1	0.32
median	0.56
Q3	0.94
95-th percentile	1.79
Maximum	7.34
Range	7.34
Interquartile range (IQR)	0.62

Descriptive statistics

Standard deviation	0.5527669452
Coefficient of variation (CV)	0.7795368992
Kurtosis	5.648306795
Mean	0.7090965749
Median Absolute Deviation (MAD)	0.28
Skewness	1.839393097
Sum	313111.52
Variance	0.3055512958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.32	5534	1.3%
0.38	5465	1.2%
0.36	5408	1.2%
0.34	5375	1.2%
0.4	5334	1.2%
0.26	5184	1.2%
0.3	5155	1.2%
0.44	5055	1.1%
0.42	5007	1.1%
0.48	4969	1.1%
Other values (546)	389078	88.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29	< 0.1%
0.01	292	0.1%
0.02	673	0.2%
0.03	976	0.2%
0.04	1256	0.3%
0.05	1499	0.3%
0.06	1796	0.4%
0.07	2068	0.5%
0.08	2406	0.5%
0.09	2550	0.6%

Value	Count	Frequency (%)
7.34	1	< 0.1%
7.1	1	< 0.1%
6.99	1	< 0.1%
6.91	1	< 0.1%
6.8	1	< 0.1%
6.68	1	< 0.1%
6.61	1	< 0.1%
6.51	1	< 0.1%
6.46	1	< 0.1%
6.43	1	< 0.1%

WS10M_RANGE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1086
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.987323582

Minimum	0.45
Maximum	16.58
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0.45
5-th percentile	2.02
Q1	3.03
median	3.87
Q3	4.82
95-th percentile	6.33
Maximum	16.58
Range	16.13
Interquartile range (IQR)	1.79

Descriptive statistics

Standard deviation	1.338110186
Coefficient of variation (CV)	0.3355910697
Kurtosis	0.7470032005
Mean	3.987323582
Median Absolute Deviation (MAD)	0.89
Skewness	0.6006772243
Sum	1760658.55
Variance	1.79053887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.64	1552	0.4%
3.8	1536	0.3%
3.72	1528	0.3%
3.92	1526	0.3%
3.62	1526	0.3%
3.66	1524	0.3%
3.88	1519	0.3%
3.32	1516	0.3%
3.26	1513	0.3%
3.5	1510	0.3%
Other values (1076)	426314	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.45	2	< 0.1%
0.47	1	< 0.1%
0.5	1	< 0.1%
0.52	1	< 0.1%
0.54	1	< 0.1%
0.56	2	< 0.1%
0.57	1	< 0.1%
0.58	3	< 0.1%
0.6	6	< 0.1%
0.61	1	< 0.1%

Value	Count	Frequency (%)
16.58	1	< 0.1%
14.36	1	< 0.1%
14.08	1	< 0.1%
13.79	1	< 0.1%
13.53	1	< 0.1%
13.52	1	< 0.1%
13.26	1	< 0.1%
12.98	1	< 0.1%
12.81	1	< 0.1%
12.72	1	< 0.1%

WS50M
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1041
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.801491245

Minimum	0.65
Maximum	13.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0.65
5-th percentile	1.62
Q1	2.08
median	2.55
Q3	3.21
95-th percentile	4.91
Maximum	13.6
Range	12.95
Interquartile range (IQR)	1.13

Descriptive statistics

Standard deviation	1.081979737
Coefficient of variation (CV)	0.3862156411
Kurtosis	5.7675454
Mean	2.801491245
Median Absolute Deviation (MAD)	0.53
Skewness	1.896975498
Sum	1237037.68
Variance	1.170680151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.3	2720	0.6%
2.38	2650	0.6%
2.24	2644	0.6%
2.22	2629	0.6%
2.12	2627	0.6%
2.42	2621	0.6%
2.26	2600	0.6%
2.46	2587	0.6%
2.16	2562	0.6%
2.34	2555	0.6%
Other values (1031)	415369	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.65	2	< 0.1%
0.68	3	< 0.1%
0.69	1	< 0.1%
0.7	1	< 0.1%
0.78	1	< 0.1%
0.8	2	< 0.1%
0.81	1	< 0.1%
0.82	1	< 0.1%
0.83	3	< 0.1%
0.84	1	< 0.1%

Value	Count	Frequency (%)
13.6	1	< 0.1%
13.29	1	< 0.1%
13	1	< 0.1%
12.79	1	< 0.1%
12.71	1	< 0.1%
12.4	1	< 0.1%
12.2	2	< 0.1%
12.19	1	< 0.1%
12.14	1	< 0.1%
12.11	1	< 0.1%

WS50M_MAX
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1420
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.710053605

Minimum	1.12
Maximum	20.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1.12
5-th percentile	2.84
Q1	3.61
median	4.37
Q3	5.4
95-th percentile	7.8
Maximum	20.18
Range	19.06
Interquartile range (IQR)	1.79

Descriptive statistics

Standard deviation	1.600006172
Coefficient of variation (CV)	0.3397002044
Kurtosis	4.208463099
Mean	4.710053605
Median Absolute Deviation (MAD)	0.86
Skewness	1.602009688
Sum	2079790.11
Variance	2.560019751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.7	1676	0.4%
3.72	1673	0.4%
3.88	1656	0.4%
3.66	1641	0.4%
3.62	1621	0.4%
4	1619	0.4%
3.84	1617	0.4%
3.8	1616	0.4%
4.04	1616	0.4%
3.74	1608	0.4%
Other values (1410)	425221	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.12	1	< 0.1%
1.21	1	< 0.1%
1.31	1	< 0.1%
1.37	2	< 0.1%
1.39	1	< 0.1%
1.42	1	< 0.1%
1.43	2	< 0.1%
1.46	2	< 0.1%
1.48	1	< 0.1%
1.49	3	< 0.1%

Value	Count	Frequency (%)
20.18	1	< 0.1%
19.7	1	< 0.1%
19.47	1	< 0.1%
18.72	2	< 0.1%
18.67	1	< 0.1%
18.66	1	< 0.1%
18.11	1	< 0.1%
17.89	1	< 0.1%
17.76	1	< 0.1%
17.74	2	< 0.1%

WS50M_MIN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	809
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9915818998

Minimum	0
Maximum	10.61
Zeros	33
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.16
Q1	0.41
median	0.72
Q3	1.27
95-th percentile	2.79
Maximum	10.61
Range	10.61
Interquartile range (IQR)	0.86

Descriptive statistics

Standard deviation	0.8785180427
Coefficient of variation (CV)	0.8859762798
Kurtosis	6.572836686
Mean	0.9915818998
Median Absolute Deviation (MAD)	0.38
Skewness	2.136358157
Sum	437846.87
Variance	0.7717939513
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.44	4304	1.0%
0.4	4255	1.0%
0.38	4217	1.0%
0.42	4185	0.9%
0.46	4142	0.9%
0.36	4122	0.9%
0.5	4121	0.9%
0.48	4111	0.9%
0.52	4084	0.9%
0.34	4070	0.9%
Other values (799)	399953	90.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	< 0.1%
0.01	203	< 0.1%
0.02	355	0.1%
0.03	563	0.1%
0.04	734	0.2%
0.05	913	0.2%
0.06	1155	0.3%
0.07	1233	0.3%
0.08	1511	0.3%
0.09	1703	0.4%

Value	Count	Frequency (%)
10.61	1	< 0.1%
10.38	1	< 0.1%
9.87	1	< 0.1%
9.76	1	< 0.1%
9.7	1	< 0.1%
9.56	1	< 0.1%
9.52	1	< 0.1%
9.34	1	< 0.1%
9.3	2	< 0.1%
9.29	2	< 0.1%

WS50M_RANGE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1155
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.718467266

Minimum	0.46
Maximum	18.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0.46
5-th percentile	1.98
Q1	2.79
median	3.5
Q3	4.4
95-th percentile	6.22
Maximum	18.5
Range	18.04
Interquartile range (IQR)	1.61

Descriptive statistics

Standard deviation	1.333855196
Coefficient of variation (CV)	0.3587110226
Kurtosis	2.432583045
Mean	3.718467266
Median Absolute Deviation (MAD)	0.78
Skewness	1.15179622
Sum	1641941.28
Variance	1.779169683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.08	1828	0.4%
2.9	1820	0.4%
3.04	1799	0.4%
3	1768	0.4%
2.78	1766	0.4%
3.06	1766	0.4%
2.84	1751	0.4%
2.92	1750	0.4%
3.1	1750	0.4%
3.14	1748	0.4%
Other values (1145)	423818	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.46	2	< 0.1%
0.48	2	< 0.1%
0.54	1	< 0.1%
0.55	1	< 0.1%
0.57	2	< 0.1%
0.59	3	< 0.1%
0.6	2	< 0.1%
0.62	1	< 0.1%
0.63	3	< 0.1%
0.64	3	< 0.1%

Value	Count	Frequency (%)
18.5	1	< 0.1%
15.35	1	< 0.1%
14.98	1	< 0.1%
14.73	1	< 0.1%
14.45	1	< 0.1%
13.73	1	< 0.1%
13.68	1	< 0.1%
13.67	1	< 0.1%
13.63	1	< 0.1%
13.6	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	DATE	DISTRICT	LAT	LON	PRECTOT	PS	QV2M	RH2M	T2M	T2MWET	T2M_MAX	T2M_MIN	T2M_RANGE	TS	WS10M	WS10M_MAX	WS10M_MIN	WS10M_RANGE	WS50M	WS50M_MAX	WS50M_MIN	WS50M_RANGE
0	1981-01-01	Lamjung	28.3	84.4	0.00	77.59	3.47	49.08	5.11	-5.18	12.15	0.25	11.90	2.43	1.76	3.68	0.26	3.41	1.60	2.83	0.18	2.65
1	1981-01-02	Lamjung	28.3	84.4	0.00	77.65	3.44	48.54	5.15	-5.56	11.10	1.71	9.39	2.08	1.65	3.71	0.17	3.54	1.46	2.72	0.14	2.58
2	1981-01-03	Lamjung	28.3	84.4	0.00	77.60	3.87	56.97	4.55	-3.94	9.79	0.76	9.04	2.55	1.63	3.95	0.32	3.63	1.57	3.11	0.45	2.66
3	1981-01-04	Lamjung	28.3	84.4	0.00	77.49	3.95	64.39	3.06	-3.60	8.74	-0.41	9.15	2.12	1.81	3.90	0.24	3.66	1.80	3.07	0.30	2.76
4	1981-01-05	Lamjung	28.3	84.4	0.67	77.48	4.13	68.27	2.87	-2.99	7.51	-0.06	7.57	1.83	1.65	3.90	0.21	3.69	1.66	3.30	0.29	3.01
5	1981-01-06	Lamjung	28.3	84.4	0.47	77.36	3.90	66.42	2.45	-4.12	8.01	-0.67	8.68	1.32	1.93	4.57	0.60	3.97	1.90	3.81	0.28	3.53
6	1981-01-07	Lamjung	28.3	84.4	2.28	77.32	4.35	83.94	0.70	-2.60	3.91	-1.59	5.50	0.37	1.33	2.76	0.08	2.68	1.20	2.03	0.10	1.93
7	1981-01-08	Lamjung	28.3	84.4	0.55	77.43	3.54	67.89	0.81	-5.45	6.40	-2.37	8.77	-0.67	1.72	3.97	0.14	3.83	1.55	2.96	0.22	2.74
8	1981-01-09	Lamjung	28.3	84.4	0.00	77.69	3.28	62.48	0.92	-6.20	6.94	-3.22	10.16	-0.70	1.83	4.16	0.22	3.93	1.62	3.10	0.26	2.83
9	1981-01-10	Lamjung	28.3	84.4	0.00	77.89	3.15	55.04	2.19	-6.55	7.89	-1.27	9.16	-0.27	1.54	3.80	0.05	3.75	1.37	2.84	0.20	2.64

Last rows

	DATE	DISTRICT	LAT	LON	PS	QV2M	RH2M	T2M	T2MWET	T2M_MAX	T2M_MIN	T2M_RANGE	TS	WS10M	WS10M_MAX	WS10M_MIN	WS10M_RANGE	WS50M	WS50M_MAX	WS50M_MIN	WS50M_RANGE
441554	2019-12-22	Udayapur	26.9	86.5	95.57	6.81	73.82	12.08	7.46	19.04	7.46	11.58	11.28	1.95	5.45	0.12	5.33	2.57	6.25	0.14	6.11
441555	2019-12-23	Udayapur	26.9	86.5	95.66	6.41	65.97	12.90	6.48	19.83	8.35	11.48	11.23	1.84	4.20	0.42	3.79	2.47	4.70	0.55	4.15
441556	2019-12-24	Udayapur	26.9	86.5	95.73	4.98	51.83	12.76	2.99	19.69	8.56	11.13	10.57	2.16	3.40	1.05	2.35	3.06	4.00	1.48	2.52
441557	2019-12-25	Udayapur	26.9	86.5	95.63	5.27	57.14	12.11	3.58	18.82	7.80	11.03	10.08	1.81	3.70	0.35	3.35	2.43	4.02	0.33	3.69
441558	2019-12-26	Udayapur	26.9	86.5	95.59	4.92	52.89	12.23	2.71	18.81	8.34	10.47	10.16	1.79	2.79	0.87	1.92	2.28	2.93	0.93	2.00
441559	2019-12-27	Udayapur	26.9	86.5	95.52	4.72	54.60	11.13	2.17	17.98	6.97	11.01	9.73	2.38	4.20	1.25	2.94	3.40	4.57	1.37	3.20
441560	2019-12-28	Udayapur	26.9	86.5	95.73	4.23	50.90	10.56	0.60	18.52	5.34	13.18	9.07	2.03	2.52	1.07	1.45	3.05	4.51	1.44	3.07
441561	2019-12-29	Udayapur	26.9	86.5	95.76	4.08	46.09	11.51	0.18	19.34	7.04	12.30	9.12	2.01	3.01	0.85	2.17	2.97	4.12	0.94	3.18
441562	2019-12-30	Udayapur	26.9	86.5	95.84	4.44	47.07	12.47	1.32	20.03	7.83	12.20	9.76	1.44	1.94	0.27	1.67	2.00	3.22	0.15	3.06
441563	2019-12-31	Udayapur	26.9	86.5	95.93	5.43	49.68	14.77	3.89	21.96	10.28	11.68	11.67	1.59	3.22	0.45	2.78	2.02	3.43	0.66	2.77

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows